The results suggest that the positive (P1)–negative (N2) regressor is the best electroencephalography (EEG)–based regressor to model the visual paradigm, but when looking for additional effects like habituation or attention modulation that cannot be modeled by the boxcar regressor, it is better to include regressors based on individual peaks or alpha power.